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Some "rules" for plotting data

  • Use the right graph type to convey what you want... try multiple versions
    • should reflect the type of data you have and how they are related
      • e.g., don't connect points if they are not from the same "individuals"
    • distributions should be histograms or curves
    • almost never reasons for 3D or pie charts!
  • Think about what information or quantity you want to plot
    • quantity? density? ratio?
    • In general, use the units common to the field, used in your text, or easiest to understand
  • Emphasize the right comparisons (the ones you think are important)
    • between groups?
      • color or shape/symbol or facets
      • remember that we are better at comparing heights along a horizontal line, position vertically
    • among series? try separate graphs above and below (no double axes)
    • to the null expectation? Show your expectation (e.g., 1:1 line for before and after comparisons)
    • Note that we are better at vertical comparisons (e.g., the heights of lines in two side-by-side plots) than horizontal ones
  • Be careful with your axis scales... changing them changes your meaning
    • include zero (or not) depending on what you want to do
      • Note: always include zero with bar chart
    • log is often good for growth, wealth, processes
  • Be honest with your best-fit lines (they can illuminate and mislead)
  • Get rid of any extraneous junk that doesn't help make the comparison(s)
  • The graph should stand alone
    • axis labels should be clear and include units
    • legend labels should be obvious
    • label points when it helps make your point
    • Generally, titles are useless